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  "cells": [
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      "source": [
        "<a href=\"https://colab.research.google.com/github/PacktPublishing/Modern-Computer-Vision-with-PyTorch/blob/master/Chapter11/conv_auto_encoder.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
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      "source": [
        "!pip install -q torch_snippets\n",
        "from torch_snippets import *\n",
        "from torchvision.datasets import MNIST\n",
        "from torchvision import transforms\n",
        "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
        "img_transform = transforms.Compose([\n",
        "    transforms.ToTensor(),\n",
        "    transforms.Normalize([0.5], [0.5]),\n",
        "    transforms.Lambda(lambda x: x.to(device))\n",
        "])\n",
        "\n",
        "trn_ds = MNIST('/content/', transform=img_transform, train=True, download=True)\n",
        "val_ds = MNIST('/content/', transform=img_transform, train=False, download=True)\n",
        "\n",
        "batch_size = 128\n",
        "trn_dl = DataLoader(trn_ds, batch_size=batch_size, shuffle=True)\n",
        "val_dl = DataLoader(val_ds, batch_size=batch_size, shuffle=False)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[K     |████████████████████████████████| 36.7MB 80kB/s \n",
            "\u001b[K     |████████████████████████████████| 61kB 9.3MB/s \n",
            "\u001b[K     |████████████████████████████████| 102kB 13.8MB/s \n",
            "\u001b[?25h  Building wheel for contextvars (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to /content/MNIST/raw/train-images-idx3-ubyte.gz\n"
          ],
          "name": "stdout"
        },
        {
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          "metadata": {
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          }
        },
        {
          "output_type": "stream",
          "text": [
            "Extracting /content/MNIST/raw/train-images-idx3-ubyte.gz to /content/MNIST/raw\n",
            "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to /content/MNIST/raw/train-labels-idx1-ubyte.gz\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
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        {
          "output_type": "stream",
          "text": [
            "Extracting /content/MNIST/raw/train-labels-idx1-ubyte.gz to /content/MNIST/raw\n",
            "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to /content/MNIST/raw/t10k-images-idx3-ubyte.gz\n",
            "\n"
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          "metadata": {
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        },
        {
          "output_type": "stream",
          "text": [
            "Extracting /content/MNIST/raw/t10k-images-idx3-ubyte.gz to /content/MNIST/raw\n",
            "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to /content/MNIST/raw/t10k-labels-idx1-ubyte.gz\n"
          ],
          "name": "stdout"
        },
        {
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              "model_id": "f2e95fa088174267badbf2406336d541",
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        },
        {
          "output_type": "stream",
          "text": [
            "Extracting /content/MNIST/raw/t10k-labels-idx1-ubyte.gz to /content/MNIST/raw\n",
            "Processing...\n",
            "Done!\n",
            "\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/torchvision/datasets/mnist.py:480: UserWarning: The given NumPy array is not writeable, and PyTorch does not support non-writeable tensors. This means you can write to the underlying (supposedly non-writeable) NumPy array using the tensor. You may want to copy the array to protect its data or make it writeable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at  /pytorch/torch/csrc/utils/tensor_numpy.cpp:141.)\n",
            "  return torch.from_numpy(parsed.astype(m[2], copy=False)).view(*s)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9mpVWMJrODZT",
        "outputId": "c3bfa067-8d0d-4941-cb1b-17397bb80de0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "class ConvAutoEncoder(nn.Module):\n",
        "    def __init__(self):\n",
        "        super().__init__()\n",
        "        self.encoder = nn.Sequential(\n",
        "            nn.Conv2d(1, 32, 3, stride=3, padding=1), nn.ReLU(True),\n",
        "            nn.MaxPool2d(2, stride=2),\n",
        "            nn.Conv2d(32, 64, 3, stride=2, padding=1), nn.ReLU(True),\n",
        "            nn.MaxPool2d(2, stride=1)\n",
        "        )\n",
        "        self.decoder = nn.Sequential(\n",
        "            nn.ConvTranspose2d(64, 32, 3, stride=2), nn.ReLU(True),\n",
        "            nn.ConvTranspose2d(32, 16, 5, stride=3, padding=1), nn.ReLU(True),\n",
        "            nn.ConvTranspose2d(16, 1, 2, stride=2, padding=1), nn.Tanh()\n",
        "        )\n",
        "    def forward(self, x):\n",
        "        x = self.encoder(x)\n",
        "        x = self.decoder(x)\n",
        "        return x\n",
        "model = ConvAutoEncoder().to(device)\n",
        "!pip install torch_summary\n",
        "from torchsummary import summary\n",
        "summary(model, torch.zeros(2,1,28,28));\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting torch_summary\n",
            "  Downloading https://files.pythonhosted.org/packages/83/49/f9db57bcad7246591b93519fd8e5166c719548c45945ef7d2fc9fcba46fb/torch_summary-1.4.3-py3-none-any.whl\n",
            "Installing collected packages: torch-summary\n",
            "Successfully installed torch-summary-1.4.3\n",
            "==========================================================================================\n",
            "Layer (type:depth-idx)                   Output Shape              Param #\n",
            "==========================================================================================\n",
            "├─Sequential: 1-1                        [-1, 64, 2, 2]            --\n",
            "|    └─Conv2d: 2-1                       [-1, 32, 10, 10]          320\n",
            "|    └─ReLU: 2-2                         [-1, 32, 10, 10]          --\n",
            "|    └─MaxPool2d: 2-3                    [-1, 32, 5, 5]            --\n",
            "|    └─Conv2d: 2-4                       [-1, 64, 3, 3]            18,496\n",
            "|    └─ReLU: 2-5                         [-1, 64, 3, 3]            --\n",
            "|    └─MaxPool2d: 2-6                    [-1, 64, 2, 2]            --\n",
            "├─Sequential: 1-2                        [-1, 1, 28, 28]           --\n",
            "|    └─ConvTranspose2d: 2-7              [-1, 32, 5, 5]            18,464\n",
            "|    └─ReLU: 2-8                         [-1, 32, 5, 5]            --\n",
            "|    └─ConvTranspose2d: 2-9              [-1, 16, 15, 15]          12,816\n",
            "|    └─ReLU: 2-10                        [-1, 16, 15, 15]          --\n",
            "|    └─ConvTranspose2d: 2-11             [-1, 1, 28, 28]           65\n",
            "|    └─Tanh: 2-12                        [-1, 1, 28, 28]           --\n",
            "==========================================================================================\n",
            "Total params: 50,161\n",
            "Trainable params: 50,161\n",
            "Non-trainable params: 0\n",
            "Total mult-adds (M): 3.64\n",
            "==========================================================================================\n",
            "Input size (MB): 0.01\n",
            "Forward/backward pass size (MB): 0.07\n",
            "Params size (MB): 0.19\n",
            "Estimated Total Size (MB): 0.27\n",
            "==========================================================================================\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "achT19GPOnna"
      },
      "source": [
        "def train_batch(input, model, criterion, optimizer):\n",
        "    model.train()\n",
        "    optimizer.zero_grad()\n",
        "    output = model(input)\n",
        "    loss = criterion(output, input)\n",
        "    loss.backward()\n",
        "    optimizer.step()\n",
        "    return loss"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2uBFRA7fOxEy"
      },
      "source": [
        "@torch.no_grad()\n",
        "def validate_batch(input, model, criterion):\n",
        "    model.eval()\n",
        "    output = model(input)\n",
        "    loss = criterion(output, input)\n",
        "    return loss"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ts0Y3r3IOyB_"
      },
      "source": [
        "model = ConvAutoEncoder().to(device)\n",
        "criterion = nn.MSELoss()\n",
        "optimizer = torch.optim.AdamW(model.parameters(), lr=0.001, weight_decay=1e-5)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gs272A_cOzY8",
        "outputId": "52579d29-26aa-4df6-d9e2-f9ef79655d8d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "num_epochs = 5\n",
        "log = Report(num_epochs)\n",
        "\n",
        "for epoch in range(num_epochs):\n",
        "    N = len(trn_dl)\n",
        "    for ix, (data, _) in enumerate(trn_dl):\n",
        "        loss = train_batch(data, model, criterion, optimizer)\n",
        "        log.record(pos=(epoch + (ix+1)/N), trn_loss=loss, end='\\r')\n",
        "        \n",
        "    N = len(val_dl)\n",
        "    for ix, (data, _) in enumerate(val_dl):\n",
        "        loss = validate_batch(data, model, criterion)\n",
        "        log.record(pos=(epoch + (ix+1)/N), val_loss=loss, end='\\r')\n",
        "        \n",
        "    log.report_avgs(epoch+1)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "EPOCH: 1.000\ttrn_loss: 0.179\tval_loss: 0.101\t(19.26s - 77.05s remaining)\n",
            "EPOCH: 2.000\ttrn_loss: 0.089\tval_loss: 0.076\t(38.33s - 57.49s remaining)\n",
            "EPOCH: 3.000\ttrn_loss: 0.073\tval_loss: 0.066\t(57.80s - 38.53s remaining)\n",
            "EPOCH: 4.000\ttrn_loss: 0.065\tval_loss: 0.061\t(77.49s - 19.37s remaining)\n",
            "EPOCH: 5.000\ttrn_loss: 0.060\tval_loss: 0.057\t(96.65s - 0.00s remaining)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JGjyNarmO3ZS",
        "outputId": "49548dcc-29cf-4ae6-d0f3-bb8459181f97",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 473
        }
      },
      "source": [
        "log.plot_epochs(log=True)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "  0%|          | 0/6 [00:00<?, ?it/s]/usr/local/lib/python3.6/dist-packages/numpy/core/fromnumeric.py:3335: RuntimeWarning: Mean of empty slice.\n",
            "  out=out, **kwargs)\n",
            "/usr/local/lib/python3.6/dist-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n",
            "  ret = ret.dtype.type(ret / rcount)\n",
            "100%|██████████| 6/6 [00:00<00:00, 1408.35it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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B1OhAnp6QTXFZud3liIiIC1JYcHNOhzWVcuPOA3zymxo1iYjInyksCL1SIumdEskrU1aya1+J3eWIiIiLUVgQAB4amkZhcRn/nbrK7lJERMTFKCwIAG2iAxnRNYFP5qxj3fZ9dpcjIiIuRGFBqtw5IAVPp4Onf1KjJhERqaawIFWaBfpwQ+9WTMjKZ966nXaXIyIiLkJhQQ5zXc+WRAV58/i4bCoq1KhJREQUFuQIvl5O7hnYhiUbd/Pj0s12lyMiIi5AYUH+5PzT4mkbE8QzP+VQVKpGTSIi7k5hQf7E6TB4eFgam3Yf4MPZ6+wuR0REbKawIEfVvXUEfVOb8drUVexUoyYREbemsCDH9OCQVPaXlvPy5BV2lyIiIjZSWJBjSo4K5OKuCYyeu4HV2wrtLkdERGyisCA1unNACj6eTjVqEhFxYwoLUqOIAG9uzGjFz8u2MGfNDrvLERERGygsyHFd0yOJmGAfnlCjJhERt6SwIMfl4+nk3kFtWLqpgO+WbLK7HBERaWAKC1IrwzvG0SEumOcmLKekXFcXRETcicKC1IrDYfDQ0DTyCoqYtK7U7nJERKQBKSxIrXVrFU7/tCh+XFPK9sJiu8sREZEGorAgJ+TBoamUVMBLatQkIuI2FBbkhLSKDKBPggdjft/Iqq177S5HREQagMKCnLBzW3vh5+nkqfFq1CQi4g4UFuSEBXkZ3NSnNVNytjJ71Xa7yxERkXqmsCAn5eruLYgL8eVxNWoSEWnyFBbkpPh4OrlvcBuWbd7D/xapUZOISFOmsCAn7exTYjk1PpjnJy7nQEm53eWIiEg9UViQk+ZwGDw8rC35e4p495c1dpcjIiL1RGFB/pL0pDAGtYvijRmr2bq3yO5yRESkHigsyF/2wJA0SsoqePHnlXaXIiIi9UBhQf6ypAh/Lu+WyBfzNrA8X42aRESaGoUFqRO39U0mwNuDp37KtrsUERGpYwoLUidC/b24tW8y05dv45eV2+wuR0RE6pDCgtSZK85MJCHMlyfGZVOuRk0iIk2GwoLUGW8PJ/cPTiUnfy/fLMi1uxwREakjCgtSp4Z1iKFT8xCen7ScfcVldpcjIiJ1QGFB6pRhGDwyLI2te4t5R42aRESaBIUFqXOdE8MY1iGGt2asYcseNWoSEWnsFBakXtw3uA1lFRW8MGmF3aWIiMhfpLAg9SIx3J8ru7XgywUbyd68x+5yRETkL1BYkHpzS9/WBPl48uR4NWoSEWnMFBak3oT4eXFbv2R+Wbmd6cu32l2OiIicJIUFqVeXn5FIYrgfT47Ppqy8wu5yRETkJCgsSL3y8nDwwOBUVmwp5Cs1ahIRaZQUFqTeDW4fTZfEUP4zaQWFatQkItLoKCxIvTMMg4eHpbG9sJi3Z6y2uxwRETlBCgvSIDo1D+XsU2N5+5c1bC44YHc5IiJyAhQWpMHcN6gNFRXwHzVqEhFpVBQWpMEkhPlxdfcWfLMwl6y8ArvLERGRWlJYkAZ1U5/WhPh68sS4bEzTtLscERGpBYUFaVDBvp7c3i+Z2at3ME2NmkREGgWFBWlwI89IJCnCnyfH56hRk4hII6CwIA3O0+nggSGprNpayOfzNtpdjoiIHIfCgthiYNso0pPCePHnFewtKrW7HBERqYHCgtjCMAweGZbGjn0lvDFdjZpERFyZwoLY5pT4EIZ3jOW9WWvZtFuNmkREXJXCgtjq3sGpmMDzE5fbXYqIiByDwoLYKi7El2t6JDF20SaW5qpRk4iIK1JYENvdlNGKcH8vHh+3TI2aRERckMKC2C7Qx5M7+iczd+1OJmerUZOIiKupVVgwDON2wzCCDMt7hmEsNAxjYH0XJ+7jkvTmtIr056nx2ZSqUZOIiEup7ZWFUaZp7gEGAqHA5cDT9VaVuB0Pp4OHhqaxZvs+Ppu7we5yRETkELUNC0blz6HAJ6ZpZh2yT6RO9E1tRreW4bw0eQV71KhJRMRl1DYsLDAMYxJWWJhoGEYgoGvFUqcMw+DhYWnsPlDKa9NW2V2OiIhUqm1YuAZ4AOhqmuZ+wAu4ut6qErfVPi6Y8zrF8cGv69i4c7/d5YiICLUPC+cCq03T3F35vBxoWT8libu7d1AbHAY8p0ZNIiIuobZh4THTNKs65lSGhsfqpyRxdzHBvlzXsyXfL8lj8cbdx3+DiIjUq9qGhaO9zqMuCxE51N97tyIiwJsn1KhJRMR2tQ0L8w3DeMEwjFaV2wvAgvosTNxbgLcHdw1IYd66XUzMyre7HBERt1bbsHArUAJ8UbkVAzfXV1EiABd1iSe5WQBP/5RDSZkm34iI2KVWYcE0zX2maT5gmmaXyu1B0zT31Xdx4t48nA4eGpbGuh37+XTOervLERFxWzWOOzAM4yXTNO8wDOMH4E83jk3TPKfeKhMBMlIi6dE6glemruRvp8UT7Odpd0kiIm7neIMUP6n8+Xx9FyJyNIZh8NDQNIb99xdenbaSh4e1tbskERG3U2NYME1zgWEYTuB60zRHNlBNIodpGxvEhZ3j+Wj2ei4/owXNw/3sLklExK0cd8yCaZrlQKJhGF4NUI/IUd09sA1Oh8EzE3PsLkVExO3UtlfCGuBXwzC+B6oGNpqm+UK9VCVyhKggH67v1ZKXp6xkVPdddE4MtbskERG3Udupk6uBHytfH1i5BdRXUXXNMIyWhmG8ZxjG17YUUFFB9OafoVwrKf4V1/dqSWSgGjWJiDS02oaFZaZp/uvQDciuz8IOMgzjfcMwthqGkXnE/sGGYSw3DGOVYRgP1PQZpmmuMU3zmvqttAarp5C6/FV4fxDsWG1bGY2dv7cH9wxMYeGG3YxfqkZNIiINpbZh4cFa7qsPHwKDD91ROejyNWAI0Ba4xDCMtoZhdDAM48cjtmYNVOexJQ8gq+19sGMVvNkTFn0K+pfxSbmgcwKp0YE8MyGH4rJyu8sREXELRk2Xcw3DGAIMBS7C6tx4UBDQ1jTN9Potr6qOFsCPpmm2r3zeDfinaZqDKp8/CGCa5lPH+ZyvTdO8oIbj1wPXA0RFRXX+/PPP66R+gMLCQsI9DpCa8xKhuzPJjTubVcnX1tnnN6TCwkICAuy7C5W5vYzn5xdzcRsvBiedfN8Fu8+jLulcXFNTOZemch6gc6lJnz59Fpim2eWoB03TPOYGnApcCayv/HlwOx8Irem9dbkBLYDMQ55fALx7yPPLgVdreH848CbW2IsHa/OdnTt3NuvStGnTrAflZab5y4umue5X63lFRZ1+T0OoOhcbXfHeXLPDYxPMnYXFJ/0ZrnAedUXn4pqayrk0lfMwTZ1LTYD55jF+Jx6vz8ISYIlhGJ9hzZxobprm8pOOLTYxTXMHcIPddQDgcEKPO6qfT65c6bvPI+Ch2am19dDQNIa8PJP/Tl3FP85WoyYRkfpU2zELg4HFwAQAwzA6Vk6jtMsmIOGQ5/GV+xoX04TiQvj1ZXivP2xbYXdFjUab6EBGdE3gkznrWLddy5SIiNSn2oaFfwLpwG4A0zQXA0n1VFNtzAOSDcNIqmwWdTFgZ3g5OYYBZ70AF38GuzfCW71g3nsa/FhLdw5IwdPp4JkJatQkIlKfahsWSk3TLDhiX4P8RjMMYwzwG9DGMIxcwzCuMU2zDLgFmIg1hfNL0zSzGqKeepE6DG76DRK7wcSHYLdWWKyNZoE+3NC7FT9l5jNv3U67yxERabJqGxayDMO4FHAahpFsGMZ/gdn1WFcV0zQvMU0zxjRNT9M0403TfK9y/3jTNFNM02xlmuYTDVFLvQqMhpHfwLWTIbSFtS8/s8a3CFzXsyVRQd48Pi5bjZpEROpJbcPCrUA7oBgYA+wB7qjxHXLiHA6I7mA9zhkHb3aHCQ9CaZG9dbkwXy8n9wxsw5KNu/nhj812lyMi0iTVKiyYprnfNM2HTdPsappml8rH+g1Wn1r1hfS/w5zX4Z2+sGWZ3RW5rPNPi6dtTBDP/JRDUakaNYmI1LUaw4JhGN/XtDVUkW7J0xeGPguXfgX7tsLbGbDgI7urcklOh8HDw9LYtPsAH81eZ3c5IiJNzvFWnewGbMS69TAXMOq9IjlcykC4cTZ8dzN4B9pdjcvq3jqCvqnNeHXaKi7skkCYv3pWiIjUlePdhogGHgLaAy8DA4DtpmnOME1zRn0XJ5UCmsGlX0L7863nCz+G5RPsrckFPTQ0lf0l5bwyZaXdpYiINCk1hgXTNMtN05xgmuaVwBnAKmC6YRi3NEh1Us2ovKhTUW7djhgzAsbdDSX77a3LhbRuFsjFXRP4dM561mwrtLscEZEm47gDHA3D8DYM43zgU+Bm4BVgbH0XJsfgcMLV46HbLTDvXWssw+Y/7K7KZdw5IAUfTydP/6RGTSIideV4Axw/xmqIdBrwr8rZEP9nmmbja63clHh4w6An4PKxUFQA7w2APZo2CBAR4M2NGa2YtGwLc9bssLscEZEm4XhXFi4DkoHbgdmGYeyp3PYahrGn/suTGrXqaw1+POe/EBRj7SvROgnX9EgiJtiHJ8ZlU1GhRk0iIn/V8cYsOEzTDKzcgg7ZAk3TDGqoIqUG/uFwykXW43Wz4KVTIPsHe2uymY+nk3sHtWHppgK+X5JndzkiIo1ebTs4SmMQEA3B8fDFZfD9rdaKlm5qeMc4OsQF8+wENWoSEfmrFBaakojWcM3P0OMuWPiJtYrlpgV2V2ULh8PgoaFp5BUU8f6va+0uR0SkUVNYaGo8vKD/Y3DVj1BWDOt/s7si23RrFU7/tChen7aa7YXFdpcjItJoKSw0VS16wE2z4YybrOdrZ8LujfbWZIMHh6ZyoLSclyavsLsUEZFGS2GhKfMJtlayLC+Fb2+GN7pD5jd2V9WgWkUGMPL05oz5fSOrtu61uxwRkUZJYcEdOD3hyu8hsg18PQrG3gBF7jPz9fZ+yfh5OnlqvBo1iYicDIUFdxGWBFf/BL0fgD++gDd7wP6ddlfVIMIDvLm5b2um5Gxl9qrtdpcjItLoKCy4E6cH9HkQrp4A7YaDX5jdFTWYq85sQVyIL0+MV6MmEZETpbDgjpqfDgP+bT3emgMfnQ07m/b0Qh9PJ/cNbkNW3h7GLlK3chGRE6Gw4O4KNkLeEnizJyz5HMym+6/us0+J5dT4YJ6buJwDJWrUJCJSWwoL7i55ANw4C6I7wNi/wzfXwIHddldVLxwOg4eHtSV/TxHv/rLG7nJERBoNhYUjGIZxtmEYbxcUFNhdSsMJaW41cer7KCz7Dua8YXdF9SY9KYxB7aJ4Y8ZqdhdX2F2OiEijoLBwBNM0fzBN8/rg4GC7S2lYDif0ugeumwo977L27Vxr9WhoYh4YkkZJWQXfrmx65yYiUh8UFuRwMaeChzeUFsHH58B7A2DHarurqlNJEf5c3i2RGbll3DpmESu3qFmTiEhNFBbk6Dx9YODj1tWFN3vAwo+b1ODH+walMiTJkynZWxj40kxu/mwhy/MVGkREjkZhQY6t7blw42yI72Itef3FZU1m2WtfLycXtfFi1v19ubF3K6bnbGXQSzO5afQCcvLdp7uliEhtKCxIzYLj4PLvYMD/Qel+8PS1u6I6FebvxX2DU5l1f19u6dOamSu2M/ilX7jhkwUsy1NoEBEBhQWpDYcDut8GI78BhxOv4p0w9XFrCewmItTfi3sGtWHW/X24rW9rfl21naGv/MLfP5lPVp4bzYwRETkKhQWpPYf1n0vE9rkw8zl4tx9sW25zUXUrxM+Luwa2Ydb9fbmtXzKzV+9g2CuzuO7j+WRuUmgQEfeksCAnLC9uCFzyOezJg7d6wbx3m9TgR4BgP0/uGpDCrPv7ckf/ZOau2cFZ/53FtR/NY2muQoOIuBeFBTk5bYbAjb9BYncYdzfMfsXuiupFsK8nd/RPYdYDfblrQArz1u3i7FdnMerDeSzZ2DQ7XYqIHElhQU5eYBSM/BrOehE6XW7tKy2yt6Z6EuTjyW39kpl1fx/uGZjCwg27OPe1X7nqg99ZtGGX3eWJiNQrhQX5axwO6DLKWu66rAQ+GAzj74PSA3ZXVi8CfTy5pW8yv9zXh3sHtWHxxt2c9/psrnz/dxYqNIhIE6WwIHXIhObd4Pe34J2+sCXL7oLqTaCPJzf3ac2s+67+524AACAASURBVPty3+A2/JG7m/Nfn83l781lwfqddpcnIlKnFBak7nh4w+Cn4LJvYP8OeLuPtShVRdNdsCnA24ObMqzQ8MCQVLLy9vC3N37jsnfnMm+dQoOINA0KC1L3Wve3Oj+27gcLPoTyErsrqnf+3h7c0LsVs+7vw0NDU8nJ38OFb/7Gpe/MYe6aHXaXJyLylygsSP3wj4CLP4OrxlvrTBQXwsqf7a6q3vl5eXB9r1b8cl9fHhmWxoothYx4ew6XvD2HOQoNItJIKSxI/TEM8A+3Hv/2Koy+AH64A0r22VtXA/D1cnJtz5b8cl8fHhmWxqpthVz89hxGvPUbs1dvx2xifSlEpGlTWJCG0eMu6H67dVvird6Qt9juihrEoaHhH2e1Ze32fVz6zlxGvDWHX1cpNIhI46CwIA3DwwsG/Buu+M66svBuf1j6td1VNRgfTyejeiQx874+/PPstqzfuY+R787lwjd/Y9ZKhQYRcW0KC9KwWvaGG3+FDhdCfFe7q2lwPp5OruqexIx7+/Dvc9uRu+sAl703lwve/I2ZK7YpNIiIS1JYkIbnFwbnvQGhidaaEv/7O2R9a3dVDcrH08kV3Vow474M/m94e/J2H+CK93/n/DdmM335VoUGEXEpCgtir6LdsH0FfHUlfHszFO+1u6IG5e3h5PIzEpl+bwaPD2/P1j3FXPXBPM57fTbTchQaRMQ1KCyIvXxD4ZpJ0PMeWDwa3uwJufPtrqrBeXs4ueyMRKbdk8GT53Vg295irv5wHsNf+5Up2VsUGkTEVgoLYj+nJ/R7FK4aBxVl8OWV1joTbsjLw8Glpzdn2j0ZPH1+B3bsK+Gaj+Zzzqu/MnmZQoOI2MPD7gJEqrToDjfMgl3rrNkT5aVQuAWC4+2urMF5eTi4OL05f+scz9iFm/jvtJVc+/F82scFcVvfZAa0jcIwDLvLFBE3oSsL4lp8QyC2o/V41ovw+pluNcXySJ5OBxd1TWDq3Rk8e8Ep7C0q4/pPFjDslVlMyMynokJXGkSk/iksiOs65SJolgrfXAP/ux6KCuyuyDaeTgcXdUlgyl29ef7CU9lfUsYNny5g6Cu/8NPSzVTo9oSI1COFBXFdoS2stSUyHrKuLrzZwy0HPx7Kw+nggs7xTL6rNy9cdColZRXcOHoh//j1AOOXbtaVBhGpFwoL4tqcHpBxP4yaCB4+4HDaXZFL8HA6OP+0eH6+qzcvjehImQk3jV7IkJd/4cc/8hQaRKROKSxI45DQFW6aA7GdrOezX4Wda+ytyQU4HQbDO8XxZA9fXr64I2UVFdzy2SIGvTST75fkUa7QICJ1QGHhCIZhnG0YxtsFBe57f9xlHbyqULgVZj5r9WRYNNrqAunmHIbBuR3jmHRnb165xApUt41ZxMAXZ/Dd4k0KDSLylygsHME0zR9M07w+ODjY7lLkWAKawQ2/QkxH+O4m+OoqOLDL7qpcgtNhcM6psUy8oxevXtoJp8Pg9s8XM+DFGYxdlEtZeYXdJYpII6SwII1TSAJc+T30ewxyfoT3BkFFud1VuQyHw+CsU2KZcHsvXh95Gl5OB3d+sYQBL87kfwsVGkTkxKgpkzReDif0vAta9YGCXOu5aVpdIJ2edlfnEhwOg6EdYhjcLppJy/J5ecoq7vpyCa9MWcktfZMZ3jEWD6f+zSAiNdPfEtL4xXaCtLOtxws/gnf7wfaV9tbkYhwOg8HtYxh3aw/eurwzfl4e3PPVEvq9MIMv52+kVFcaRKQGCgvStPhHwu4N1uDH+R9o8OMRHA6DQe2iGXdbD96+vDMB3h7c9/Uf9P3PdL6Yt0GhQUSOSmFBmpbUYXDjb9D8dPjxDvh8JOzbYXdVLscwDAa2i+bHW3vw7hVdCPH14v5vltLn+emM+X0DJWUKDSJSTWFBmp6gGLhsLAx6ElZNhrxFdlfksgzDoH/bKL6/pTvvX9WFcH8vHvyfFRo+m6vQICIWhQVpmhwO6HYz3L4Ekvtb+1ZPhdIie+tyUYZh0Dc1im9v7s4HV3clMtCbh8ZaoeHTOespLtNMExF3prAgTVtQjPVz9wYYfaE1+HFrtr01uTDDMOjTphljbzqTj0al0yzIm0e+zSTjuel88ts6hQYRN6WwIO4hpDlc/BkUboG3esPctzT4sQaGYdA7JZL/3XgmH49KJzbEl0e/y6L3s9P5aPY6ikoVGkTcicKCuI+UQXDjbEjqBT/dR1r2f+yuyOUZhkGvlEi+vqEbn15zOglhvjz2fRa9n5vGB7+uVWgQcRMKC+JeAprByK9gyHMc8I219lVUwNy3rTUn5KgMw6BHcgRf/r0bn117Oonh/vzrh2X0enYa789SaBBp6hQWxP0YBpx+PeuSLrWeb14EP90LL6TBF5fByp/VOvoYDMPgzNZWaBhz3RkkRfjz7x+X0fPZabz7yxoOlOjPTaQpUlgQiesMN8+D02+A9bNh9AXw0inqAnkc3VqF88Xfu/H59WfQOjKAx8dl0/PZabwzcw37S8rsLk9E6pDCgghAZAoMegLuyoELP4KEdAhtYR374ytY9j2Ul9paoqs6o2U4Y64/gy//3o020QE8MT6bXs9O460ZqxUaRJoILSQlcigPL2g33NoO+v0tyJ1ntZLueCl0ugIiWttXo4tKTwpj9LVnMH/dTl6espKnfsrhrZlruK5nS67oloi/t/66EWmsdGVB5HiungCXfgnx6TD7VXi1M0x9wu6qXFaXFmF8cs3pfHPjmbSPC+aZCTn0eGYqr09fRWGxrjSINEaK+iLH4/Swpl2mDIK9+bD4M0g43Tq2YzXMfRNOuxKi29tbp4vpnBjKx6PSWbhhFy9PXsmzE5bz9iFXGgJ9tIy4SGOhKwsiJyIwGnreBS26W8/zFsGCj+DN7vBOX1jwIRTvtbVEV3Na81A+GpXOtzd3p1NCCM9NXE6PZ6bx3ykr2VukcSAijYHCgshf0eECuDsHBj8NJfvhh9utmRRlxXZX5nI6JoTwwdXpfHdzd7okhvKfn1fQ/empvDx5JXsUGkRcmm5DiPxVfmFwxo3W1Mvc+bA1Czy8rWPf3gTRp8ApF1mvE05NCOG9q7qyNLeAl6es5MXJK3hv1hpG9Uji6u5JdpcnIkehsCBSVwwDErpaG0BxobVo1eLR8PM/oO05cNoVkNjDWhXTzXWID+bdK7uQuckKDS9NXsl7s9aS3gw847eTnhSGp1N/TiKuQGFBpL54B8D10yB/KSz8GP74ApZ+BcPfhI6X2F2dy2gfF8w7V3QhK6+A16evZlLmZqa8O5dgX0/6pTVjULtoeiVH4uvltLtUEbelsCBS36I7wNDnYMC/reZObYZY+xd8aLWWPu1KaN0PHO79y7BdbDCvXXoaEydPw4xOY1JWPpOXbeF/Czfh4+mgd0okg9pF0y81imA/zaQQaUgKCyINxdMXTh1R/by8FDbMgZwfISgOOl1mbSHN7avRBXh7GGS0j2Zw+2hKyyuYu2YnE7PymbQsn4lZW/BwGJzRMpxB7aIY0Daa6GAfu0sWafIUFkTskn6ddVVhxU/WbYoZz8LamTBqgnW8osLtxzZ4Oh30SI6gR3IE/zqnHUtydzMxawuTsvJ59LssHv0ui44JIQxqF83AdlG0igywu2SRJklhQcROHl7Q9lxr270RDuy09u/bAW/1hPbnW4EiItneOl2Aw2HQqXkonZqHcv/gNqzaWlh5xWELz0zI4ZkJObRuFsCgdlEMahdNh7hgDMOwu2yRJkFhQcRVhCRYG0DxHojtBHPegNn/heZnQucrrVDh6WtvnS7AMAySowJJjgrklr7J5O0+wKQs6zbFmzPW8Nq01cQG+zCw8opDeoswPDSzQuSkKSyIuKKwJLh4NOzdAks+s25TjP27tRpmWEurAZSXn91VuozYEF+u6p7EVd2T2LWvhMnZW5iYtYUxv2/gw9nrCPXzpF+adcWhZ3IEPp7uPZhU5EQpLIi4ssAo6HEndL8D8v+wggLAN9fC3jyrb0P7C+yt0cWE+ntxYZcELuySwP6SMmYs38bErHwmZuXz9YJcfD2d1syK9lH0TY0i2FczK0SOR2FBpDEwDIg5tfp5qz4w/3348U6Y+DBtwrtBchDEnWZfjS7Iz8uDIR1iGNIhhpKyCuas2cHErHx+XraFCVn5eDgMurUKZ2C7aAa1jaJZkGZWiByNwoJIY5R+HXS9FjYtgIUf0Wzxl1bPhrjTrCmZxXvVXvoIXh4OeqVE0islkv87tz2LNu5m0rJ8JmVt4dFvM3n020w6NbdmVgxqF01ShL/dJYu4DIUFkcbKMCC+C8R3YbbfEHqeUbkS5vLx1m2KtLOt2xQtern9FMwjORwGnRND6ZwYygODU1m5tZCJmflMXJbP0z/l8PRPOaREBVQFh3axQZpZIW5NYUGkCSj38AOfYOtJVHvoMgqWfA6Z30BoC+h0OZx5a/UCV1LFMAxSogJJiQrk1n7J5O7az6SsLUzMyue1aav479RVxIX4MrBdFAPbRtO1RahmVojbUVg4gmEYZwNnt27d2u5SRE5OeCsY8gz0/ydk/2DNpFgyBnrebR3fmgPhrcGp//sfTXyoH6N6JDGqRxI7CouZkr2ViVn5jJ67gQ9+XUeYvxf9Uq01K3poZoW4Cf1tcQTTNH8AfujSpct1dtci8pd4+lpLY59ykbUCpmFA6QF4fyB4+kOnkdYVh9BEuyt1WeEB3lzUNYGLuiawr7iMGSusmRUTMvP5akEufl5OMtpYa1b0SW1GkI9mVkjTpLAg4g68K9sgOzzh3NdgwUcw83lra5kBfR+F+M52Vujy/L09GNohhqGVMyt+O2Rmxfil+Xg6Dbq1iqhcsyKKZoGaWSFNh8KCiDtxelgDH9POhoJcWDQaFn0CmNbxXeugrAQiU+ys0uV5eVirYPZOieTxc9uzaOMuJlaOc3h4bCaPfJtJp4QQkn1LSeqwj8RwzayQxk1hQcRdBcdDxv3Q6x4wKgfszXrRWjq7eTdrJkXb4eoUeRzWzIowOieG8eCQVJZv2cvETCs4fLGhhC+em05qdCAD20YxUDMrpJFSWBBxd45DBuj1edjqErnwY/j2Rvjpfuh6jTVYUo7LMAxSo4NIjQ7i9v7JfDV+KnuCkpiYlc+r01bxytRVxIf6MrBtNIPaRdGlRRhOh4KDuD6FBRGpFtAMut8OZ94G62dboaGizDpmmtZ0zNSh1dM0pUaRfg4u7JHENT2S2F5YzJTKNSs+nbOe939dS7i/F/3TohjUPoozW2lmhbguhQUR+TPDgBbdre2gvIXw7Q3g6QftzrNuUyScbr1WjisiwJsRXZszomtzCovLmL58KxOztjBu6Wa+mL8Rfy8nGZVTMvu0iSRQMyvEhSgsiEjtxJ4G1021rjYs/RoWj4aINnDJGKu3g9RagLcHZ50Sy1mnxFJcVs7s1TuYVDmzYtwfm/F0GpzZKoJB7aIZ0DaKyEA10xJ7KSyISO0YBsR1traBT0DWWFj2nTVQEiD7R2swZFKG2kufAG8PJ33aNKNPm2Y8Ptxk4YZdVa2nHxq7lIe/XUrn5qFVraebh2vAqTQ8hQUROXHeAXDa5dZ20MznYPNiCGkOna6wmj4FxdpXYyPkdBh0bRFG1xZhPDwsjZz8vZXLa2/hifHZPDE+m9TowKrgkBYTqJkV0iAUFkSkboyaCDk/WlMvpz0O05+EjIeg9712V9YoGYZBWkwQaTFB3NE/hQ079jNpWT4Ts/J5ZepKXp6ykoQwXwa1jWZQ+2hOax6qmRVSbxQWRKRuePpAhwusbcdqWPRpdVfIXeth4UdWe+mwJHvrbKSah/txbc+WXNuzJdv2FjM52+rl8PFv63l31loiAipnVrSL5szW4Xh7aGaF1B2FBRGpe+GtoP9j1c83/GY1fPrlP5DUGzpfCalnaRXMkxQZ6M0l6c25JL05e4tKmbZ8G5Oy8vlhSR6fz9tIgLfHYWtWBHjrr3r5a/RfkIjUv1MvhhY9rRkUCz+Br0dBQDTcvsS6IiEnLdDHk3NOjeWcUytnVqyqXrPixz824+V00L11OIPaRdO/bRQRAQpocuIUFkSkYQTHQe/7oOc9sGYabM2uDgrj74OYU6HdcHtrbOS8PZz0SW1Gn9RmPHGeyYL1uyoHSOYzbflSHGOX0iUxjIHtrNsVCWGaWSG1o7AgIg3L4YDW/awNrOWz10yD39+CCQ/QPiANzNnWbYqYU+yttRFzOgzSk8JITwrjkWFpLNu8h4lZW5iUlc/j47J5fFw2aTFBDKoMDqnRmlkhx6awICL28g6Am3+3xjUsGo3viunWNMzgeCssbFsOP9wB0R0gur31MzJNty9OgGEYtIsNpl1sMHcNSGH9jn1VUzJfnrKSlyavpHmYX1VwOK15KA7NrJBDKCyIiP0MAxLPhMQzmTd9OhlnplO1bHZJIZgV1niHksLK1zvhiu8gqae1rPbOtVaI8I+w6wwalcRwf67v1Yrre7Vi694iJi/bysSsfD6cvY53fllLRIA3A9pGMaidtWaFiMKCiLieQ5fFjusM10yEigrYtRbyl1pbZKp1fNl38PM/rMeBMVZoiGoPPe7Qgle10CzQh0tPb86lpzdnT1Ep03K2MilrC98t3sSY3zcQ6O1BmxCTbFbTLjaIdrFBhGuQpNtRWBCRxsHhsKZkhrc6fCDkaVdATMfqELElE9bNgowHreNT/g1rZ1bexugAUR0gqi14+dtzHi4syMeTczvGcW7HOIpKy/l11XYmZuUzJXMTz0zIqXpddJAPbSuDg7UFEx/qqzEPTZjCgog0br6h0LK3tR1UXgrOylUbA2PA6Q1Lv4H571fvu7vyl1/2j+D0soJEYLRW0azk4+mkX1oU/dKimB6xi47pZ7Isbw/LNu8hK28PWXkFTF++lYrKu0VBPh60jQ2ibUywFSDigmgVGYCnU+uENAUKCyLS9DgPWd45/TprM00o2GhdfSjeW3188j9hx0rrsV+ENYgyZQiccYO1r6JCC2MBIX5enNk6gjNbV49hKCotJyd/L1l5BSzLs0LEZ7+vp6i0AgAvDwep0YG0iw2ibUwQbWODSYsJxM9Lv3oaG/0vJiLuwTCsRa5Cmh++/9rJsCXLun2R/4cVJrYvt46ZJvynjbUg1sHbGAfHRPgENfw5uBgfTycdE0LomBBSta+svIK12/dVXX1YtnkPP2XmM+b3jQA4DEiK8K+cnRFUeTsjmDB/L7tOQ2pBYUFE3JtvCLTobm1HKiuCU0dYAWL5eFj0ibW/593Q7x9Wj4jfXqsOEcHxbn8bw8PpIDkqkOSoQIZ3igPANE3yCorI2lRQGSL2sGD9Lr5fklf1vphgn8rwEFx1JULjIFyHwoKIyLF4+sLAx63Hpgl7863gcPDqxI6VMP0pqqZ5+oRYoaHPw5DYDaOiFMqK3X4NDMMwiAvxJS7El4Htoqv279pXUjkGojpETM2pHgcR7OtJ25igqjEQ7WKDaRnhj4fGQTQ4hQURkdowDAiKsbaDYjvBg7lW6+qDtzC2ZFaNmYjY/js8ebE1zfPQ2xjxXa0g4uZC/b3o3jqC7oeMgzhQUk5O/p6q8LAsr4BP5qynuMwaB+FdOQ7i4BWIdrFBpEYH4eulVTbrk8KCiMhf4R0ACV2t7Qj7/eLgzFshPxNWT4MlY6wDty22lupePgE2za8eBxGa5PaDKX29nHRqHkqn5qFV+8rKK1izfZ91BWKTFSLG/ZHHmN83ANY4iJaRAYdN5WwXG0SIn8ZB1BWFBRGRerIvoAVkXFW9o3AbbFkKIYnW89zfYdZLYJZbz70CIPoUuOpHcDhhz2ZrTIWbX4XwcDpIiQokJSqQ8zpZ+0zTZNPuA4ddgfh97U6+W1w9DiIuxJe0mEP6QcQFY5qmTWfRuCksiIg0lIBICOhb/bzfP6DXvZW3MSpvYezfaQUFgO9vgdVTITy5+hZGXGerzbWbMwyD+FA/4kP9GHTIOIid+0oqp3EWVM3ImJKzhYMZwd8TOq6eUzkWwroC0TIyAKfWwqiRwoKIiJ08fSHuNGs70hk3WuEgfylsnAuZX0OLntVhYdzdlVcjOlhXJMJbVQcNNxXm70WP5Ah6JFePg9hfUkb25r0s27yHyfNz2FVUxke/raekchyEj6eD1OigQ7pSBpMaHYiPp3v/WR5KYUFExFW17m9tB+3fCQd2WY9NE/IWweY/oKLU2ufhC91uhn6PWsdz50OzNGtchRvz8/Kgc2IonRNDSShaS0ZGD0rLK1i9rZCsTXuqZmT8sCSPz+Za4yCcDoNWkVY/iKoZGbHBBPt5HufbmiaFBRGRxsIvzNrAmp1x3VQoK7GaSOVnWlcgotpaxwu3wHv9AcMaTHnwNkbqWVaAcHOeTutqQmp0EH+r3GeaJrm7DlTdwliWt4ffVu9g7KJNVe+LC/GtCg4Hr0TEBPs0+X4QCgsiIo2Zh1d1EOCS6v3egXDJ59ULbG3+w1qhMzjBCgv5mTDxQev2xcHZGJFtDm+V7WYMwyAhzI+EMD8Gt6+eIru9sLiqnfXBrpQ/Z1ePgwj18zyiI2UQSRFNaxyEwoKISFPk5Q9thljbQUV7qsc0FO+1tt/fgfJia5/TC64ab00D3bkW9uRBVLuGr93FRAR40yslkl4pkVX79hWXVfeD2LSHrM0FfPDrOkrKrXEQvp5OUmMCD5vKmRLVeMdBKCyIiLiLQ9ezSOwG10+H8jLYsapyNsZSa5AkwNKvYZrVvfIM72aQewpEpFjdKb0DrNsfHu7bx8Df24POiWF0Tgyr2ldaXsGqrYVVVyCy8vbw3aI8Pp1TPQ6idWU/iLaH3MoI9nX9qzkKCyIi7szpAc1SrY0Lq/d3GWV1qMz/g4Kl0/Ap3GoNmDzY/nrC/ZD1rRUgIlMgoo3VqTK5/1G/xh14Oh2kxQSRFhPEBZ3jAWscxMadBw6byjlr1Xb+d8g4iPhQ38OuQLSLDSYqyNulxkG4VVgwDGM4MAwIAt4zTXOSzSWJiLgm/3DrF39yf7LLTyMqI8OaYXHwF1jLDDArYNsKyBkP+z+21sy4Y6l1fMKDULj18DAR3srt1skwDIPm4X40D/djSIfqcRDb9hYfti7Gsrw9TMzaUnU83N+LtodcgWgXG0RSuD8Om8ZB1GtYMAwjBHgXaI+10soo0zR/O4nPeR84C9hqmmb7I44NBl4GnMC7pmk+fazPMU3zW+BbwzBCgecBhQURkdo69F+6bc+1toP277RmYBxUss/qUJn5dfW+5mfCqJ+sx7+9Bj7BVpiISLE6VbqRyEBvegdG0vuQcRCFxWXkbN5z2G2M92etpbTcGknp5+UkLSaoaiqnsa+iweqt7ysLLwMTTNO8wDAML8Dv0IOGYTQDDpimufeQfa1N01x1xOd8CLwKfHzE+53Aa8AAIBeYZxjG91jB4akjPmOUaZpbKx8/Uvk+ERGpC4dO6wQ45xXrZ8l+a0zE9hXVbatNE2Y8C0W7q18fEAVdr4Xe91nP18yA8NYQFOs2y34HeHvQpUUYXVpU/zmWlFWwcuveqtkYy/L2MHbRJj6Zs56/JXsyooFqq7ewYBhGMNALuArANM0SoOSIl/UGbjAMY6hpmsWGYVwHnA8MOfRFpmnONAyjxVG+Jh1YZZrmmsrv/Bw41zTNp7CuRBxZkwE8DfxkmubCY9R9NnB269ata3mmIiJyTF5+EHOKtR1kGHDfGti1zgoR21dYtzOCYq3j+3bAx+dUvj8AIpKt2xgdL4WWvaGi3LoF4gbTPL08HJW3IYKrRpRUVJhs2LmfxfPnNlgd9XllIQnYBnxgGMapwALgdtM09x18gWmaXxmGkQR8YRjGV8AorKsEtRUHbDzkeS5weg2vvxXoDwRXXsF488gXmKb5A/BDly5drjuBOkRE5EQ4nNYYhvBWh0/vBGu2xZU/wLbl1WFi7Uxo0cM6viUL3ukLYS0rx0NUjolomQGBUQ19Jg3O4TBoEeHPOp+GW6G0PsOCB3AacKtpmnMNw3gZeAB49NAXmab5bOUVgTeAVqZpFtZXQaZpvgK8Ul+fLyIidcDDG5J6WduhDnZB8gm2lv7evgK25lgDLM1yuOwbKyysnQm/vGA1mTo4JiKyDfhH/vm7pFbqMyzkArmmaR68TvI1Vlg4jGEYPbEGQI4FHgNuOYHv2AQkHPI8vnKfiIg0NQfHLoQmQv/HqveXlcCutRAUZz0vPWCtobHwEyjdV/26myp/Ha2bBZsWVoeJkOZuvwDX8dRbWDBNM98wjI2GYbQxTXM50A9YduhrDMPoBLyNNb5gLTDaMIzHTdN8pJZfMw9IrryVsQm4GLi0zk5CRERcn4eX9Yv/oJRB1lZRAXs2WWtnbF9prZFBPqyaArNeOOT9PtZgymungKcPbFlmXakIb109KNPN1fdsiFuxAoAXsAa4+ojjfsBFpmmuBjAM4woqB0QeyjCMMUAGEGEYRi7wmGma75mmWWYYxi3ARKwZEO+bpplVXycjIiKNiMMBIQnWdujqnf0fq7yNsdIKEtuWWz0hPH2s49OfguzvAcO6ihGRYjWo6vOQdby0qPq1bqJew4JpmouBLjUc//WI56XAO0d53SVH7jvk2Hhg/F8oU0RE3I1fGDQ/3dqO1O8f0G64FSYODrIsLoQ+lcc/HAa711d2rawcExF72tE/q4lwqw6OIiIixxWRbG2HOji4EqDjJZC3yAoTmf+z+kWkngXNR1vHP70AfEOrO1dGpFgzNxrxWhoKCyIiIsdzaGOortdWPzZN2LfNGlQJ1sJcZgWsnw1Lv6x+Xfr1MPQ5KC+FaU8e0gY7xVpO3MUpLIiIiJwsw4CAZtXPnR5w+f+sx8WFsGOl1XDq4GqeBbkw+xWoKKt+T1AcDPg3dLjAWkZ882IrRAREuUz3SoUFERGR+uAdYA2MjO1UvS8sCR7Oh51rKxtOLbfCRGDlIlObFsAnwyvfINWe9QAAB4lJREFUH1x9K+PMW62VQcuKwXBaoaQBKSyIiIg0JKenFQIiU/jTygRxp8Hl3x7SBns5rPoZ0iubCi/9Cn68E1KHQeRVDVaywoKIiIir8AmGVn2s7WiapcHpN1i3Po5cbakeKSyIiIg0FnGdrQ1g+vQG+9qGW4VCREREGiWFBREREamRwoKIiIjUSGFBREREaqSwICIiIjVSWBAREZEaKSyIiIhIjRQWREREpEYKCyIiIvL/7d1djB11Gcfx789tow0oGEqwYYt7Qa/wjUrqawzWaFRIuYCkNb5hMIZGpSZGQS80Gm/0wpgK0SAqRVAwYEkh0NBAoxgFbGuhtnjRmBohNW3BFhtJY+vPi/Nf9+R4zux0OW9z+H2Szc6Z+WfyPH2aybP/mTP/SmkWIiIiolKahYiIiKiUZiEiIiIqpVmIiIiISrI96hjGkqTDwF/7eMqlwJE+nm+UJiWXSckDksu4mpRcJiUPSC5VXm/73G4H0iwMiaQdti8ZdRz9MCm5TEoekFzG1aTkMil5QHJZqNyGiIiIiEppFiIiIqJSmoXhuXnUAfTRpOQyKXlAchlXk5LLpOQByWVB8sxCREREVMrMQkRERFRKs9BHkn4i6ZCkP/U4LkkbJe2X9JSklcOOsa4auVwq6Zik3eXna8OOsQ5JyyVtl7RP0l5JG7qMaURdaubSlLq8StITkp4suXyjy5hXSrqr1OVxSTPDj7RazTyulnS4rSafHkWsdUmakvRHSfd3OTb2NWk3Ty6NqYukA5L2lDh3dDk+8GvYon6f8GXuVuBG4LYexz8ErCg/bwN+UH6Po1upzgXgUduXDyecBTsJfNH2LkmvBnZK2mZ7X9uYptSlTi7QjLqcAFbbPi5pMfBbSQ/afqxtzDXAP2xfKGkd8G1g7SiCrVAnD4C7bH9uBPEtxAbgaeA1XY41oSbtqnKBZtXlvbZ7vVNh4NewzCz0ke3fAM9XDLkCuM0tjwFnS1o2nOhOT41cGsH2Qdu7yvY/aV04zu8Y1oi61MylEcq/9fHycXH56XyA6gpgU9m+G3ifJA0pxFpq5tEYkqaBy4BbegwZ+5rMqpHLJBn4NSzNwnCdD/yt7fMzNPRiX7yjTL8+KOmiUQcznzJlejHweMehxtWlIhdoSF3KFPFu4BCwzXbPutg+CRwDzhlulPOrkQfAlWV6+G5Jy4cc4un4HvBl4D89jjeiJsV8uUBz6mLgIUk7JX2my/GBX8PSLMRC7aL1atA3A98H7h1xPJUknQncA3zB9gujjuelmCeXxtTF9inbbwGmgVWS3jDqmBaiRh73ATO23wRsY+4v87Ei6XLgkO2do47lpaqZSyPqUrzb9kpatxs+K+k9ww4gzcJwPQu0d6/TZV/j2H5hdvrV9gPAYklLRxxWV+Ve8j3AHbZ/1WVIY+oyXy5Nqsss20eB7cAHOw79ry6SFgFnAc8NN7r6euVh+znbJ8rHW4C3Dju2mt4FrJF0ALgTWC3p9o4xTanJvLk0qC7Yfrb8PgRsBlZ1DBn4NSzNwnBtAT5Rnlx9O3DM9sFRB7UQkl43e69S0ipa/5fG7qJRYvwx8LTt7/YY1oi61MmlQXU5V9LZZXsJ8H7gzx3DtgCfLNtXAY94zF4MUyePjnvHa2g9azJ2bH/F9rTtGWAdrX/vj3UMG/uaQL1cmlIXSWeUB5qRdAbwAaDzW2oDv4bl2xB9JOkXwKXAUknPAF+n9cATtn8IPAB8GNgP/Av41GginV+NXK4C1ks6CbwIrBvHiwatvzA+Duwp95UBvgpcAI2rS51cmlKXZcAmSVO0Gppf2r5f0jeBHba30GqMfiZpP62HbdeNLtye6uRxnaQ1tL7N8jxw9ciiXYAG1qSnhtblPGBz+RtgEfBz21slXQvDu4blDY4RERFRKbchIiIiolKahYiIiKiUZiEiIiIqpVmIiIiISmkWIiIiolKahYjoG0mnNLeK325JN/Tx3DPqsQpqRAxW3rMQEf30Ynn1cURMkMwsRMTASTog6TuS9kh6QtKFZf+MpEfKYj4PS7qg7D9P0uayINaTkt5ZTjUl6UeS9kp6qLw1EUnXSdpXznPniNKMmFhpFiKin5Z03IZY23bsmO03AjfSWhEQWotdbSqL+dwBbCz7NwK/LgtirQT2lv0rgJtsXwQcBa4s+28ALi7nuXZQyUW8XOUNjhHRN5KO2z6zy/4DwGrbfymLYf3d9jmSjgDLbP+77D9oe6mkw8B020I/s8tyb7O9ony+Hlhs+1uStgLHaa2yee/sYloR0R+ZWYiIYXGP7dNxom37FHPPXV0G3ERrFuIPZUXEiOiTNAsRMSxr237/vmz/jrnFiD4KPFq2HwbWA0iaknRWr5NKegWw3PZ24Hpayyb/3+xGRCxcuu+I6KclbStiAmy1Pfv1yddKeorW7MBHyr7PAz+V9CXgMHOr5W0AbpZ0Da0ZhPVAryV3p4DbS0MhYKPto33LKCLyzEJEDF55ZuES20dGHUtEnL7choiIiIhKmVmIiIiISplZiIiIiEppFiIiIqJSmoWIiIiolGYhIiIiKqVZiIiIiEppFiIiIqLSfwGA8q2BMmjgEQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nk5sw_t2PkDp",
        "outputId": "70a94c70-d755-48b3-f551-ae0d6487f46b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 383
        }
      },
      "source": [
        "for _ in range(3):\n",
        "    ix = np.random.randint(len(val_ds))\n",
        "    im, _ = val_ds[ix]\n",
        "    _im = model(im[None])[0]\n",
        "    fig, ax = plt.subplots(1, 2, figsize=(3,3))\n",
        "    show(im[0], ax=ax[0], title='input')\n",
        "    show(_im[0], ax=ax[1], title='prediction')\n",
        "    plt.tight_layout()\n",
        "    plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 216x216 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 216x216 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 216x216 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SLhFwDPJQIom"
      },
      "source": [
        "latent_vectors = []\n",
        "classes = []"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZXxvgmsRRpZM"
      },
      "source": [
        "for im,clss in val_dl:\n",
        "    latent_vectors.append(model.encoder(im).view(len(im),-1))\n",
        "    classes.extend(clss)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bWlhAGU8Rshz"
      },
      "source": [
        "latent_vectors = torch.cat(latent_vectors).cpu().detach().numpy()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XBv-6QVnRuYx"
      },
      "source": [
        "from sklearn.manifold import TSNE\n",
        "tsne = TSNE(2)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vBavo05cRwwh"
      },
      "source": [
        "clustered = tsne.fit_transform(latent_vectors)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NMuvp-jQRyTW",
        "outputId": "9455cd6c-398d-4e8b-bce5-ce0a4165ffd9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 613
        }
      },
      "source": [
        "fig = plt.figure(figsize=(12,10))\n",
        "cmap = plt.get_cmap('Spectral', 10)\n",
        "plt.scatter(*zip(*clustered), c=classes, cmap=cmap)\n",
        "plt.colorbar(drawedges=True)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.colorbar.Colorbar at 0x7fc0d81c8390>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JOzkAwcDSqfF"
      },
      "source": [
        "latent_vectors = []\n",
        "classes = []\n",
        "for im,clss in val_dl:\n",
        "    latent_vectors.append(model.encoder(im))\n",
        "    classes.extend(clss)\n",
        "latent_vectors = torch.cat(latent_vectors).cpu().detach().numpy().reshape(10000, -1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ERnAvr_3YTPQ"
      },
      "source": [
        "rand_vectors = []\n",
        "for col in latent_vectors.transpose(1,0):\n",
        "    mu, sigma = col.mean(), col.std()\n",
        "    rand_vectors.append(sigma*torch.randn(1,100) + mu)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4hKE5dWJX2Qy",
        "outputId": "54bd54cf-4273-4655-9c2a-0474af133e70",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 411
        }
      },
      "source": [
        "rand_vectors = torch.cat(rand_vectors).transpose(1,0).to(device)\n",
        "fig, ax = plt.subplots(10,10,figsize=(7,7)); ax = iter(ax.flat)\n",
        "for p in rand_vectors:\n",
        "    img = model.decoder(p.reshape(1,64,2,2)).view(28,28)\n",
        "    show(img, ax=next(ax))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 504x504 with 100 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qmaRJBUCYSDY"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}